Kim Kardashian and Kanye West reunited in Miami this week, where Kim has been filming episodes of her reality TV show with sister Kourtney Kardashian and the couple carved out some time to go hunting for a new residence.

Paps followed Kimye around all day, as they reportedly looked at potential joint houses. According to TMZ Kim and Kanye looked at four different homes, all of which were waterfront mansions in the price range of $7-$10 million.

So much for those rumors that things were "cooling off," huh? "Miami fun day with @kanyewest?" the reality star tweeted, while out house shopping.

"It's so nice to have a best friend in this game who understands everything you're going through," Kim recently told Tatler. Being with someone I've known for so many years is comforting. He's been there through so many different stages of my life and before I was famous, so this relationship is a different thing entirely. It's good to be aware that he definitely doesn't want anything from me too, because he understands the business," she said. "I can't even think about being with anyone else than the man I'm with."